{"id":"W7132964342","doi":"","title":"Non-native speakers of English in a Canadian teacher education program: needs, experiences, and policies","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Teacher education; China; Cultural competence; Cultural diversity; Coping (psychology); Semi-structured interview","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001872765,0.0002923311,0.0003883651,0.001032284,0.02038136,0.003878871,0.001372975,0.000868146,0.002963661],"category_scores_gemma":[0.003325355,0.0003533662,0.0002592539,0.001498044,0.002976183,0.001338519,0.002939163,0.001709423,0.0003033781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02448172,"about_ca_system_score_gemma":0.06059173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9190419,"about_ca_topic_score_gemma":0.9770675,"domain_scores_codex":[0.9965625,0.0004001046,0.00004338837,0.0001373569,0.0005440166,0.002312602],"domain_scores_gemma":[0.9958491,0.0003589826,0.0002600592,0.00004472132,0.0009335061,0.002553566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001777957,0.0006033579,0.1578262,0.0001856874,0.00001391152,0.004919502,0.7803496,0.0001371639,0.002146623,0.002538619,0.008799404,0.04230203],"study_design_scores_gemma":[0.000002658097,0.00006003541,0.03494801,0.00004053693,0.000004275088,0.0002249387,0.955326,0.00005088282,0.0001022861,0.00005471199,0.009171015,0.00001458802],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902068,0.0002129356,0.00003912332,0.00188904,0.00002461864,0.00003927209,0.00004913569,0.000005591965,0.007533432],"genre_scores_gemma":[0.9905151,0.0005364159,0.000151449,0.000591773,0.000007521766,0.0000279921,0.00007200887,0.000006640708,0.008091077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08095813,"threshold_uncertainty_score":0.1776282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835784380083957,"score_gpt":0.4615279565961446,"score_spread":0.433170112795305,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}